Demonstrative data

	id	amount	age	sex	ins_type	speciality	treatments	types	target
0	ID_221227	2.68	44.609818	1	1	1	['A_852']	['AA_13']	0
1	ID_188617	67.70	58.471695	1	1	1	['A_645', 'A_2030', 'A_1978']	['AA_2', 'AA_7', 'AA_2']	0
2	ID_184107	21.44	48.003800	1	1	1	['A_1656', 'A_1']	['AA_2', 'AA_2']	0
3	ID_327112	26.80	60.127670	0	1	1	['A_1', 'A_348', 'A_1656']	['AA_2', 'AA_12', 'AA_2']	0

demanstrative_data.csv file - example of an used data

Meaning of the columns:

• id - patient id
• amount - the total billable amount
• age - patient age
• sex - patient sex
• ins_type - insurance type
• speciality - doctor specialty
• treatments - a sequence of treatments encoded with anonymized IDs
• types - corresponding types of treatments
• target - label ("fraudulent" coded as 1 and "non-fraudulent" coded as 0)